from train import train_and_save_model
from inference import plot_results, UNET

train_paths = ["E:\\spaceknow-urban-growth-test\\labels\\set-00001\\",
              "E:\\spaceknow-urban-growth-test\\labels\\set-00012\\"]
save_path = "E:\\spaceknow-urban-growth-test\\models\\"

train_and_save_model(train_paths, save_path)

[ Using Seed :  20  ]
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path_of_models = "E:\\spaceknow-urban-growth-test\\models\\"
folders_to_infer = ["E:\\spaceknow-urban-growth-test\\data\\set-00012\\",
                   "E:\\spaceknow-urban-growth-test\\data\\set-00001\\"]

plot_results(path_of_models, folders_to_infer)

Making inference to folder:
E:\spaceknow-urban-growth-test\data\set-00012\
Percentage of nonurban:0.5998795351473923
Percentage of urban:0.4001204648526077
Percentage of clouds:0.0
ee_2013-04-11.npz

Percentage of nonurban:0.5658216411564626
Percentage of urban:0.4341783588435374
Percentage of clouds:0.0
ee_2013-05-04.npz

Percentage of nonurban:0.5631111819727891
Percentage of urban:0.39732142857142855
Percentage of clouds:0.039567389455782316
ee_2013-05-13.npz

Percentage of nonurban:0.41593147675736963
Percentage of urban:0.3857798327664399
Percentage of clouds:0.19828869047619047
ee_2013-06-05.npz

Percentage of nonurban:0.3992878401360544
Percentage of urban:0.2869455073696145
Percentage of clouds:0.31376665249433106
ee_2013-06-14.npz

Percentage of nonurban:0.7102731717687075
Percentage of urban:0.1258060515873016
Percentage of clouds:0.16392077664399093
ee_2013-06-21.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2013-06-30.npz

Percentage of nonurban:0.4422920209750567
Percentage of urban:0.45072456065759636
Percentage of clouds:0.10698341836734694
ee_2013-07-07.npz

Percentage of nonurban:0.39236996882086167
Percentage of urban:0.21898030045351474
Percentage of clouds:0.3886497307256236
ee_2013-07-16.npz

Percentage of nonurban:0.5589746315192744
Percentage of urban:0.4209360827664399
Percentage of clouds:0.020089285714285716
ee_2013-07-23.npz

Percentage of nonurban:0.554829223356009
Percentage of urban:0.4290851757369615
Percentage of clouds:0.016085600907029478
ee_2013-08-01.npz

Percentage of nonurban:0.5517998866213152
Percentage of urban:0.4477749433106576
Percentage of clouds:0.00042517006802721087
ee_2013-08-08.npz

Percentage of nonurban:0.554891227324263
Percentage of urban:0.44510877267573695
Percentage of clouds:0.0
ee_2013-08-17.npz

Percentage of nonurban:0.16586947278911565
Percentage of urban:0.2336752409297052
Percentage of clouds:0.6004552862811792
ee_2013-08-24.npz

Percentage of nonurban:0.4172424178004535
Percentage of urban:0.2994703089569161
Percentage of clouds:0.28328727324263037
ee_2013-09-02.npz

Percentage of nonurban:0.21944090136054423
Percentage of urban:0.3579046201814059
Percentage of clouds:0.4226544784580499
ee_2013-09-09.npz

Percentage of nonurban:0.5058815192743764
Percentage of urban:0.06215454931972789
Percentage of clouds:0.4319639314058957
ee_2013-09-18.npz

Percentage of nonurban:0.5181937358276644
Percentage of urban:0.4818062641723356
Percentage of clouds:0.0
ee_2013-09-25.npz

Percentage of nonurban:0.42084750566893425
Percentage of urban:0.4353830073696145
Percentage of clouds:0.14376948696145125
ee_2013-10-04.npz

Percentage of nonurban:0.0822438350340136
Percentage of urban:0.25965490362811794
Percentage of clouds:0.6581012613378685
ee_2013-10-11.npz

Percentage of nonurban:0.5343324829931972
Percentage of urban:0.4656675170068027
Percentage of clouds:0.0
ee_2013-10-20.npz

Percentage of nonurban:0.0
Percentage of urban:8.857709750566894e-06
Percentage of clouds:0.9999911422902494
ee_2013-11-05.npz

Percentage of nonurban:0.5322332057823129
Percentage of urban:0.4677667942176871
Percentage of clouds:0.0
ee_2013-11-12.npz

Percentage of nonurban:0.05981611394557823
Percentage of urban:0.18279655612244897
Percentage of clouds:0.7573873299319728
ee_2013-11-21.npz

Percentage of nonurban:0.17990894274376418
Percentage of urban:0.0005403202947845805
Percentage of clouds:0.8195507369614512
ee_2013-11-28.npz

Percentage of nonurban:0.5258467970521542
Percentage of urban:0.4741532029478458
Percentage of clouds:0.0
ee_2013-12-23.npz

Percentage of nonurban:0.4999734268707483
Percentage of urban:0.5000265731292517
Percentage of clouds:0.0
ee_2014-01-15.npz

Percentage of nonurban:0.012019912131519274
Percentage of urban:0.011577026643990929
Percentage of clouds:0.9764030612244898
ee_2014-01-31.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2014-02-09.npz

Percentage of nonurban:0.0030470521541950115
Percentage of urban:0.0008237670068027211
Percentage of clouds:0.9961291808390023
ee_2014-02-16.npz

Percentage of nonurban:0.4844192885487528
Percentage of urban:0.4964569160997732
Percentage of clouds:0.019123795351473922
ee_2014-02-25.npz

Percentage of nonurban:0.48286918934240364
Percentage of urban:0.5171308106575964
Percentage of clouds:0.0
ee_2014-03-13.npz

Percentage of nonurban:0.4903362386621315
Percentage of urban:0.5096637613378685
Percentage of clouds:0.0
ee_2014-03-20.npz

Percentage of nonurban:0.49321499433106575
Percentage of urban:0.5067850056689343
Percentage of clouds:0.0
ee_2014-03-29.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2014-04-05.npz

Percentage of nonurban:0.09315653344671201
Percentage of urban:1.7715419501133787e-05
Percentage of clouds:0.9068257511337868
ee_2014-05-07.npz

Percentage of nonurban:0.4538424744897959
Percentage of urban:0.5461575255102041
Percentage of clouds:0.0
ee_2014-05-16.npz

Percentage of nonurban:8.857709750566894e-06
Percentage of urban:0.0
Percentage of clouds:0.9999911422902494
ee_2014-05-23.npz

Percentage of nonurban:0.31307575113378683
Percentage of urban:0.33558319160997735
Percentage of clouds:0.3513410572562358
ee_2014-06-01.npz

Percentage of nonurban:0.024216978458049886
Percentage of urban:0.14701140873015872
Percentage of clouds:0.8287716128117913
ee_2014-06-08.npz

Percentage of nonurban:0.4305821286848073
Percentage of urban:0.5303642290249433
Percentage of clouds:0.039053642290249435
ee_2014-06-17.npz

Percentage of nonurban:0.38981009070294786
Percentage of urban:0.5187340561224489
Percentage of clouds:0.09145585317460317
ee_2014-06-24.npz

Percentage of nonurban:0.43491354875283444
Percentage of urban:0.40604627267573695
Percentage of clouds:0.15904017857142858
ee_2014-07-03.npz

Percentage of nonurban:0.7296715561224489
Percentage of urban:0.02581136621315193
Percentage of clouds:0.2445170776643991
ee_2014-07-10.npz

Percentage of nonurban:0.4671999007936508
Percentage of urban:0.5042428429705216
Percentage of clouds:0.028557256235827666
ee_2014-07-19.npz

Percentage of nonurban:0.3874982284580499
Percentage of urban:0.5027724631519275
Percentage of clouds:0.10972930839002268
ee_2014-07-26.npz

Percentage of nonurban:0.3759123441043084
Percentage of urban:0.49268353174603174
Percentage of clouds:0.13140412414965985
ee_2014-08-04.npz

Percentage of nonurban:0.406515731292517
Percentage of urban:0.4845964427437642
Percentage of clouds:0.10888782596371882
ee_2014-08-11.npz

Percentage of nonurban:0.42188385770975056
Percentage of urban:0.5186809098639455
Percentage of clouds:0.05943523242630386
ee_2014-08-20.npz

Percentage of nonurban:0.3554421768707483
Percentage of urban:0.539266227324263
Percentage of clouds:0.10529159580498866
ee_2014-08-27.npz

Percentage of nonurban:0.31133078231292516
Percentage of urban:0.5427384495464853
Percentage of clouds:0.14593076814058956
ee_2014-09-05.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2014-09-12.npz

Percentage of nonurban:0.39249397675736963
Percentage of urban:0.5408163265306123
Percentage of clouds:0.06668969671201815
ee_2014-09-21.npz

Percentage of nonurban:0.24798929988662133
Percentage of urban:0.202859268707483
Percentage of clouds:0.5491514314058957
ee_2014-09-28.npz

Percentage of nonurban:0.230203018707483
Percentage of urban:0.4226544784580499
Percentage of clouds:0.3471425028344671
ee_2014-10-07.npz

Percentage of nonurban:0.42410714285714285
Percentage of urban:0.5758928571428571
Percentage of clouds:0.0
ee_2014-10-30.npz

Percentage of nonurban:0.4494313350340136
Percentage of urban:0.5505686649659864
Percentage of clouds:0.0
ee_2014-11-08.npz

Percentage of nonurban:0.4425400368480726
Percentage of urban:0.5574599631519275
Percentage of clouds:0.0
ee_2014-11-24.npz

Percentage of nonurban:0.6446021116780045
Percentage of urban:0.07768211451247166
Percentage of clouds:0.27771577380952384
ee_2014-12-10.npz

Percentage of nonurban:0.42912060657596374
Percentage of urban:0.5708793934240363
Percentage of clouds:0.0
ee_2015-01-18.npz

Percentage of nonurban:0.4349666950113379
Percentage of urban:0.5650333049886621
Percentage of clouds:0.0
ee_2015-01-27.npz

Percentage of nonurban:0.4918686224489796
Percentage of urban:0.5027458900226758
Percentage of clouds:0.005385487528344671
ee_2015-02-12.npz

Percentage of nonurban:0.43508184523809523
Percentage of urban:0.5649181547619048
Percentage of clouds:0.0
ee_2015-02-19.npz

Percentage of nonurban:0.0006554705215419502
Percentage of urban:0.0002657312925170068
Percentage of clouds:0.999078798185941
ee_2015-03-16.npz

Percentage of nonurban:0.41911139455782315
Percentage of urban:0.5808886054421769
Percentage of clouds:0.0
ee_2015-03-23.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2015-04-01.npz

Percentage of nonurban:0.15441645408163265
Percentage of urban:0.15251204648526076
Percentage of clouds:0.6930714994331065
ee_2015-04-08.npz

Percentage of nonurban:0.4470220379818594
Percentage of urban:0.5529779620181405
Percentage of clouds:0.0
ee_2015-04-17.npz

Percentage of nonurban:0.251452664399093
Percentage of urban:0.450547406462585
Percentage of clouds:0.297999929138322
ee_2015-04-24.npz

Percentage of nonurban:0.3704914257369615
Percentage of urban:0.583156179138322
Percentage of clouds:0.046352395124716554
ee_2015-05-03.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2015-05-10.npz

Percentage of nonurban:0.010106646825396826
Percentage of urban:0.022755456349206348
Percentage of clouds:0.9671378968253969
ee_2015-05-19.npz

Percentage of nonurban:0.2284934807256236
Percentage of urban:0.2928713151927438
Percentage of clouds:0.4786352040816326
ee_2015-05-26.npz

Percentage of nonurban:0.3891280470521542
Percentage of urban:0.5244472789115646
Percentage of clouds:0.08642467403628118
ee_2015-06-04.npz

Percentage of nonurban:0.3318895266439909
Percentage of urban:0.5318611819727891
Percentage of clouds:0.13624929138321995
ee_2015-06-11.npz

Percentage of nonurban:0.2347470238095238
Percentage of urban:0.3322172619047619
Percentage of clouds:0.4330357142857143
ee_2015-06-20.npz

Percentage of nonurban:0.4289877409297052
Percentage of urban:0.360765660430839
Percentage of clouds:0.21024659863945577
ee_2015-06-27.npz

Percentage of nonurban:0.3680112670068027
Percentage of urban:0.542109552154195
Percentage of clouds:0.08987918083900227
ee_2015-07-06.npz

Percentage of nonurban:0.2969724348072562
Percentage of urban:0.4804244614512472
Percentage of clouds:0.2226031037414966
ee_2015-07-13.npz

Percentage of nonurban:0.22813031462585034
Percentage of urban:0.37758645124716556
Percentage of clouds:0.39428323412698413
ee_2015-07-22.npz

Percentage of nonurban:0.3880651218820862
Percentage of urban:0.6119348781179138
Percentage of clouds:0.0
ee_2015-07-29.npz

Percentage of nonurban:0.2979467828798186
Percentage of urban:0.5063509778911565
Percentage of clouds:0.19570223922902494
ee_2015-08-07.npz

Percentage of nonurban:0.28618374433106575
Percentage of urban:0.5030293367346939
Percentage of clouds:0.21078691893424037
ee_2015-08-14.npz

Percentage of nonurban:0.3388516865079365
Percentage of urban:0.5567424886621315
Percentage of clouds:0.10440582482993198
ee_2015-08-23.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2015-08-30.npz

Percentage of nonurban:0.23713860544217688
Percentage of urban:0.46425028344671204
Percentage of clouds:0.2986111111111111
ee_2015-09-08.npz

Percentage of nonurban:0.2110703656462585
Percentage of urban:0.4506182681405896
Percentage of clouds:0.33831136621315194
ee_2015-09-15.npz

Percentage of nonurban:0.382546768707483
Percentage of urban:0.6174532312925171
Percentage of clouds:0.0
ee_2015-09-24.npz

Percentage of nonurban:0.3680378401360544
Percentage of urban:0.6319621598639455
Percentage of clouds:0.0
ee_2015-10-01.npz

Percentage of nonurban:0.37776360544217685
Percentage of urban:0.6222363945578231
Percentage of clouds:0.0
ee_2015-10-10.npz

Percentage of nonurban:0.3664080215419501
Percentage of urban:0.6335919784580499
Percentage of clouds:0.0
ee_2015-10-17.npz

Percentage of nonurban:0.0766546201814059
Percentage of urban:0.08167694160997732
Percentage of clouds:0.8416684382086168
ee_2015-10-26.npz

Percentage of nonurban:0.015997023809523808
Percentage of urban:0.02805236678004535
Percentage of clouds:0.9559506094104309
ee_2015-11-02.npz

Percentage of nonurban:0.04133007369614512
Percentage of urban:0.04547548185941043
Percentage of clouds:0.9131944444444444
ee_2015-11-11.npz

Percentage of nonurban:0.4036192602040816
Percentage of urban:0.5963807397959183
Percentage of clouds:0.0
ee_2015-12-29.npz

Percentage of nonurban:0.39420351473922904
Percentage of urban:0.3494720804988662
Percentage of clouds:0.25632440476190477
ee_2016-01-05.npz

Percentage of nonurban:0.05459892290249433
Percentage of urban:0.2081296060090703
Percentage of clouds:0.7372714710884354
ee_2016-01-21.npz

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Making inference to folder:
E:\spaceknow-urban-growth-test\data\set-00001\
Percentage of nonurban:0.2287326388888889
Percentage of urban:0.7712585034013606
Percentage of clouds:8.857709750566894e-06
ee_2013-05-25.npz

Percentage of nonurban:0.06856753117913832
Percentage of urban:0.3047140731292517
Percentage of clouds:0.62671839569161
ee_2013-11-01.npz

Percentage of nonurban:0.22220450680272108
Percentage of urban:0.7777954931972789
Percentage of clouds:0.0
ee_2013-11-17.npz

Percentage of nonurban:0.22041524943310659
Percentage of urban:0.7795847505668935
Percentage of clouds:0.0
ee_2013-12-03.npz

Percentage of nonurban:0.21988378684807255
Percentage of urban:0.7801162131519275
Percentage of clouds:0.0
ee_2013-12-19.npz

Percentage of nonurban:0.16353989512471656
Percentage of urban:0.7347913123582767
Percentage of clouds:0.1016687925170068
ee_2014-02-21.npz

Percentage of nonurban:0.22002551020408162
Percentage of urban:0.7799744897959183
Percentage of clouds:0.0
ee_2014-04-10.npz

Percentage of nonurban:0.22002551020408162
Percentage of urban:0.7799744897959183
Percentage of clouds:0.0
ee_2014-05-28.npz

Percentage of nonurban:0.21673929988662133
Percentage of urban:0.7300435799319728
Percentage of clouds:0.0532171201814059
ee_2014-06-13.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2014-06-29.npz

Percentage of nonurban:0.11174886621315193
Percentage of urban:0.616062570861678
Percentage of clouds:0.2721885629251701
ee_2014-07-31.npz

Percentage of nonurban:0.0
Percentage of urban:0.0011780753968253968
Percentage of clouds:0.9988219246031746
ee_2014-08-16.npz

Percentage of nonurban:0.17912946428571427
Percentage of urban:0.6425116921768708
Percentage of clouds:0.17835884353741496
ee_2014-09-01.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2014-09-17.npz

Percentage of nonurban:0.0793562216553288
Percentage of urban:0.5812251984126984
Percentage of clouds:0.3394185799319728
ee_2014-10-03.npz

Percentage of nonurban:0.21743020124716553
Percentage of urban:0.7717279620181405
Percentage of clouds:0.010841836734693877
ee_2014-10-19.npz

Percentage of nonurban:0.21679244614512472
Percentage of urban:0.7832075538548753
Percentage of clouds:0.0
ee_2014-11-04.npz

Percentage of nonurban:0.21272675736961452
Percentage of urban:0.7767237103174603
Percentage of clouds:0.01054953231292517
ee_2014-11-20.npz

Percentage of nonurban:0.2132139314058957
Percentage of urban:0.7867860685941043
Percentage of clouds:0.0
ee_2014-12-06.npz

Percentage of nonurban:0.21305449263038548
Percentage of urban:0.7869455073696145
Percentage of clouds:0.0
ee_2014-12-22.npz

Percentage of nonurban:0.13895089285714285
Percentage of urban:0.5798345379818595
Percentage of clouds:0.28121456916099774
ee_2015-01-07.npz

Percentage of nonurban:0.21531320861678005
Percentage of urban:0.78468679138322
Percentage of clouds:0.0
ee_2015-01-23.npz

Percentage of nonurban:0.21205357142857142
Percentage of urban:0.7569001558956916
Percentage of clouds:0.031046272675736963
ee_2015-02-08.npz

Percentage of nonurban:0.2155700821995465
Percentage of urban:0.7844210600907029
Percentage of clouds:8.857709750566894e-06
ee_2015-03-12.npz

Percentage of nonurban:0.2135328089569161
Percentage of urban:0.7385912698412699
Percentage of clouds:0.04787592120181406
ee_2015-03-28.npz

Percentage of nonurban:0.18548044217687074
Percentage of urban:0.5484871031746031
Percentage of clouds:0.2660324546485261
ee_2015-04-13.npz

Percentage of nonurban:0.018273455215419503
Percentage of urban:0.15510735544217688
Percentage of clouds:0.8266191893424036
ee_2015-05-31.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2015-07-02.npz

Percentage of nonurban:0.21158411281179137
Percentage of urban:0.7884158871882087
Percentage of clouds:0.0
ee_2015-08-03.npz

Percentage of nonurban:0.20613662131519275
Percentage of urban:0.7646063633786848
Percentage of clouds:0.029257015306122448
ee_2015-08-19.npz

Percentage of nonurban:0.14537273242630386
Percentage of urban:0.41803075396825395
Percentage of clouds:0.43659651360544216
ee_2015-09-04.npz

Percentage of nonurban:0.005385487528344671
Percentage of urban:0.03912450396825397
Percentage of clouds:0.9554900085034014
ee_2015-10-06.npz

Percentage of nonurban:0.11240433673469388
Percentage of urban:0.5351916808390023
Percentage of clouds:0.35240398242630383
ee_2015-10-22.npz

Percentage of nonurban:0.0
Percentage of urban:0.0
Percentage of clouds:1.0
ee_2015-11-07.npz

Percentage of nonurban:0.20752728174603174
Percentage of urban:0.7924461451247166
Percentage of clouds:2.657312925170068e-05
ee_2015-12-25.npz

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